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cs.LG2020
Neural Network Approximation of Graph Fourier Transforms for Sparse Sampling of Networked Flow Dynamics
Alessio Pagani, Zhuangkun Wei, Ricardo Silva +1
Infrastructure monitoring is critical for safe operations and sustainability. Water distribution networks (WDNs) are large-scale networked critical systems with complex cascade dyn…
cs.LG2019
Graph Input Representations for Machine Learning Applications in Urban Network Analysis
Alessio Pagani, Abhinav Mehrotra, Mirco Musolesi
Understanding and learning the characteristics of network paths has been of particular interest for decades and has led to several successful applications. Such analysis becomes ch…